The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-02-15"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "109156886 (up from 108816985 yesterday: 0.31 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2407873 (up from 2399996 yesterday: 0.33 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 9430613

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.21



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 27694226 53944 0.20 2395240 486325 941 0.19 1.76
India 10925710 9121 0.08 248872 155813 81 0.05 1.43
Brazil 9866710 32197 0.33 995317 239773 528 0.22 2.43
United Kingdom 4059696 9776 0.24 379595 117622 235 0.20 2.90
Russia 4040505 13999 0.35 342259 79210 385 0.49 1.96
France 3528856 60972 1.76 412501 82374 1413 1.75 2.33
Spain 3086286 30251 0.99 492904 65449 702 1.08 2.12
Italy 2729223 7344 0.27 253851 93835 258 0.28 3.44
Turkey 2594128 7945 0.31 158881 27562 91 0.33 1.06
Germany 2346876 5132 0.22 192220 65288 181 0.28 2.78
Colombia 2198549 3510 0.16 170803 57786 181 0.31 2.63
Argentina 2029057 3259 0.16 154256 50327 91 0.18 2.48
Mexico 1995892 3098 0.16 224152 174657 450 0.26 8.75
Poland 1591497 2542 0.16 113378 40832 25 0.06 2.57
Iran 1526023 7760 0.51 146737 59028 83 0.14 3.87
South Africa 1492909 1102 0.07 75372 48094 195 0.41 3.22
Ukraine 1319060 2540 0.19 84288 25702 71 0.28 1.95
Peru 1238501 3203 0.26 144563 43880 177 0.41 3.54
Indonesia 1223930 6462 0.53 224674 33367 184 0.55 2.73
Czechia 1090860 2851 0.26 150856 18250 107 0.59 1.67
Netherlands 1046381 2840 0.27 80187 14963 27 0.18 1.43
Canada 832375 1763 0.21 74717 21298 37 0.17 2.56
Portugal 787059 1303 0.17 143946 15411 90 0.59 1.96
Chile 779541 3332 0.43 76363 19624 83 0.42 2.52
Romania 763294 1331 0.17 50733 19445 79 0.41 2.55
Belgium 739488 857 0.12 44630 21702 40 0.18 2.93
Israel 730293 5913 0.82 116953 5414 26 0.48 0.74
Iraq 646650 2798 0.43 32074 13185 6 0.05 2.04
Sweden 608411 0 0.00 61245 12428 0 0.00 2.04
Pakistan 564077 0 0.00 28163 12333 0 0.00 2.19
Philippines 550860 1684 0.31 35864 11517 2 0.02 2.09
Switzerland 543207 2480 0.46 29608 9776 11 0.11 1.80
Bangladesh 541038 446 0.08 8637 8285 11 0.13 1.53
Morocco 478595 121 0.03 11969 8491 14 0.17 1.77
Austria 434712 1225 0.28 28989 8221 10 0.12 1.89
Serbia 422210 1331 0.32 37084 4245 15 0.35 1.01
Japan 417127 973 0.23 48443 7038 72 1.03 1.69
Hungary 388799 1337 0.35 28381 13752 46 0.34 3.54
Saudi Arabia 373046 314 0.08 6462 6438 5 0.08 1.73
United Arab Emirates 351895 3123 0.90 70349 1027 13 1.28 0.29
Jordan 349562 2312 0.67 28264 4473 18 0.40 1.28
Lebanon 340868 1739 0.51 58619 4037 44 1.10 1.18
Panama 332679 500 0.15 20521 5642 6 0.11 1.70
Slovakia 278254 572 0.21 41227 5952 67 1.14 2.14
Nepal 272840 122 0.04 3051 2055 1 0.05 0.75
Belarus 269787 1100 0.41 31152 1858 9 0.49 0.69
Ecuador 267701 478 0.18 26134 15355 34 0.22 5.74
Malaysia 266445 2176 0.82 79596 975 10 1.04 0.37
Georgia 265722 165 0.06 11906 3363 11 0.33 1.27
Kazakhstan 251959 692 0.28 24794 3142 2 0.06 1.25
Croatia 237725 68 0.03 8671 5339 21 0.39 2.25
Bolivia 237144 412 0.17 34326 11234 32 0.29 4.74
Azerbaijan 232197 74 0.03 3165 3183 3 0.09 1.37
Bulgaria 230747 1068 0.46 15158 9671 47 0.49 4.19
Dominican Republic 230563 795 0.35 25401 2959 15 0.51 1.28
Tunisia 223549 305 0.14 24913 7575 31 0.41 3.39
Ireland 210402 820 0.39 21479 3948 0 0.00 1.88
Denmark 205486 437 0.21 9508 2302 9 0.39 1.12
Costa Rica 200024 837 0.42 9279 2730 16 0.59 1.36
Lithuania 190937 213 0.11 13694 3080 10 0.33 1.61
Slovenia 179780 303 0.17 21649 3728 11 0.30 2.07
Kuwait 178524 823 0.46 16747 1009 6 0.60 0.57
Egypt 174426 613 0.35 11940 10050 56 0.56 5.76
Greece 172824 696 0.40 20412 6152 26 0.42 3.56
Moldova 170549 363 0.21 14123 3661 10 0.27 2.15
Armenia 169255 88 0.05 3161 3147 6 0.19 1.86
West Bank and Gaza 168444 840 0.50 12560 1936 3 0.16 1.15
Guatemala 167383 104 0.06 12953 6150 26 0.42 3.67
Honduras 160983 812 0.51 18999 3893 27 0.70 2.42
Qatar 158132 888 0.56 8836 255 0 0.00 0.16
Ethiopia 147825 733 0.50 13693 2209 15 0.68 1.49
Nigeria 146928 744 0.51 23932 1761 9 0.51 1.20
Paraguay 145095 1053 0.73 16729 2953 17 0.58 2.04
Burma 141637 36 0.03 3680 3190 1 0.03 2.25
Oman 137592 286 0.21 4339 1543 1 0.06 1.12
Venezuela 133577 359 0.27 9465 1285 6 0.47 0.96
Libya 127705 351 0.28 13276 2042 24 1.19 1.60
Bosnia and Herzegovina 126139 737 0.59 5996 4916 35 0.72 3.90
Bahrain 113590 848 0.75 13360 406 3 0.74 0.36
Algeria 110894 183 0.17 5040 2943 4 0.14 2.65
Kenya 103014 147 0.14 2962 1795 0 0.00 1.74
China 100624 25 0.02 1222 4829 0 0.00 4.80

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3491392 5551 0.16 278170 47119 62 0.13 1.35 88362.33 1192.52 1 in 11
Texas 2568044 2786 0.11 298620 41336 63 0.15 1.61 88565.82 1425.58 1 in 11
Florida 1830988 3615 0.20 172819 28934 155 0.54 1.58 85250.51 1347.16 1 in 12
New York 1546408 6538 0.42 198741 46000 116 0.25 2.97 79492.28 2364.61 1 in 13
Illinois 1163574 1420 0.12 58811 22166 45 0.20 1.90 91823.74 1749.24 1 in 11
Georgia 966807 2070 0.21 95979 15928 57 0.36 1.65 91058.54 1500.18 1 in 11
Ohio 941265 1915 0.20 72609 16394 0 0.00 1.74 80525.02 1402.50 1 in 12
Pennsylvania 898654 1658 0.18 86556 23086 21 0.09 2.57 70196.44 1803.31 1 in 14
North Carolina 824352 2458 0.30 100907 10501 10 0.10 1.27 78598.91 1001.23 1 in 13
Arizona 798608 1338 0.17 70713 14978 0 0.00 1.88 104874.49 1966.94 1 in 10
Tennessee 758561 1143 0.15 48134 10937 4 0.04 1.44 111011.52 1600.57 1 in 9
New Jersey 747432 1445 0.19 80481 22466 12 0.05 3.01 84149.52 2529.33 1 in 12
Indiana 649652 777 0.12 36424 12191 18 0.15 1.88 96498.94 1810.84 1 in 10
Michigan 630408 1452 0.23 30315 16130 11 0.07 2.56 63123.76 1615.12 1 in 16
Wisconsin 607639 426 0.07 25162 6749 4 0.06 1.11 104361.68 1159.14 1 in 10
Massachusetts 559350 1573 0.28 55662 15517 33 0.21 2.77 80487.77 2232.82 1 in 12
Virginia 551538 1539 0.28 72919 7016 4 0.06 1.27 64616.81 821.98 1 in 15
South Carolina 489018 1725 0.35 67601 8034 36 0.45 1.64 94978.67 1560.39 1 in 11
Missouri 487775 437 0.09 23089 7775 4 0.05 1.59 79475.47 1266.82 1 in 13
Alabama 481605 674 0.14 38596 9244 2 0.02 1.92 98222.89 1885.31 1 in 10
Minnesota 474169 602 0.13 18386 6446 2 0.03 1.36 84078.00 1142.98 1 in 12
Louisiana 420394 503 0.12 34452 9325 33 0.36 2.22 90430.77 2005.90 1 in 11
Colorado 414369 533 0.13 26869 5826 2 0.03 1.41 71954.85 1011.68 1 in 14
Oklahoma 414272 730 0.18 39419 4041 17 0.42 0.98 104694.22 1021.24 1 in 10
Kentucky 389521 723 0.19 41694 4291 9 0.21 1.10 87186.55 960.46 1 in 11
Maryland 371705 722 0.19 28567 7580 26 0.34 2.04 61482.74 1253.79 1 in 16
Utah 361756 462 0.13 24492 1796 2 0.11 0.50 112838.66 560.21 1 in 9
Iowa 329726 468 0.14 15817 5237 1 0.02 1.59 104506.71 1659.87 1 in 10
Washington 328047 0 0.00 25906 4675 0 0.00 1.43 43079.66 613.93 1 in 23
Arkansas 313348 320 0.10 28646 5275 10 0.19 1.68 103832.40 1747.95 1 in 10
Kansas 289828 1353 0.47 18325 4370 41 0.95 1.51 99483.96 1500.01 1 in 10
Nevada 288739 391 0.14 16842 4720 11 0.23 1.63 93741.68 1532.39 1 in 11
Mississippi 287980 544 0.19 22834 6464 2 0.03 2.24 96762.63 2171.93 1 in 10
Connecticut 270242 2905 1.09 26610 7447 66 0.89 2.76 75798.11 2088.75 1 in 13
Nebraska 197328 92 0.05 9535 2003 1 0.05 1.02 102009.50 1035.46 1 in 10
New Mexico 180761 190 0.11 11065 3538 9 0.26 1.96 86206.84 1687.31 1 in 12
Idaho 167483 0 0.00 7450 1803 0 0.00 1.08 93458.11 1006.10 1 in 11
Oregon 150464 183 0.12 11877 2137 0 0.00 1.42 35674.11 506.67 1 in 28
West Virginia 127889 301 0.24 12050 2212 2 0.09 1.73 71560.43 1237.73 1 in 14
Rhode Island 121787 966 0.80 10033 2334 44 1.92 1.92 114962.70 2203.21 1 in 9
South Dakota 110376 61 0.06 3196 1844 0 0.00 1.67 124766.72 2084.42 1 in 8
North Dakota 98643 46 0.05 1769 1461 0 0.00 1.48 129442.22 1917.17 1 in 8
Puerto Rico 97837 228 0.23 6241 1920 1 0.05 1.96 30634.43 601.18 1 in 33
Montana 97539 138 0.14 5723 1328 1 0.08 1.36 91262.17 1242.54 1 in 11
Delaware 83239 236 0.28 8048 1283 0 0.00 1.54 85481.70 1317.57 1 in 12
New Hampshire 71017 232 0.33 8249 1135 2 0.18 1.60 52229.48 834.74 1 in 19
Alaska 56405 0 0.00 3006 282 0 0.00 0.50 77103.94 385.49 1 in 13
Wyoming 53136 0 0.00 2074 647 0 0.00 1.22 91810.24 1117.91 1 in 11
Maine 42677 148 0.35 5631 649 0 0.00 1.52 31748.71 482.81 1 in 31
District of Columbia 39001 83 0.21 3496 980 1 0.10 2.51 55261.86 1388.60 1 in 18
Hawaii 27089 31 0.11 1594 425 0 0.00 1.57 19132.38 300.17 1 in 52
Vermont 13862 185 1.35 2697 190 1 0.53 1.37 22215.14 304.49 1 in 45

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 45964127 3491392 7.60 5275219 278170 5.27 1163288.8
2 Texas 18810731 2568044 13.65 2181065 298620 13.69 648738.0
3 Florida 20575446 1830988 8.90 2097577 172819 8.24 957989.5
4 New York 35217456 1546408 4.39 4454906 198741 4.46 1810334.7
5 Illinois 17224247 1163574 6.76 1740213 58811 3.38 1359255.9
6 Georgia 6870677 966807 14.07 635781 95979 15.10 647113.4
7 Ohio 9619261 941265 9.79 805027 72609 9.02 822925.7
8 Pennsylvania 9799882 898654 9.17 5422575 86556 1.60 765496.8
9 North Carolina 9759055 824352 8.45 1184995 100907 8.52 930489.8
10 Arizona 3636676 798608 21.96 270483 70713 26.14 477574.1
11 Tennessee 6738292 758561 11.26 434579 48134 11.08 986114.5
12 New Jersey 10081147 747432 7.41 1018517 80481 7.90 1134984.4
13 Indiana 7573633 649652 8.58 812195 36424 4.48 1124983.2
14 Michigan 9890851 630408 6.37 746419 30315 4.06 990386.8
15 Wisconsin 6515679 607639 9.33 512278 25162 4.91 1119064.5
16 Massachusetts 15011405 559350 3.73 1964831 55662 2.83 2160068.9
17 Virginia 5622345 551538 9.81 565913 72919 12.89 658699.8
18 South Carolina 4697137 489018 10.41 676031 67601 10.00 912293.2
19 Missouri 4338009 487775 11.24 277574 23089 8.32 706812.2
20 Alabama 2231641 481605 21.58 140630 38596 27.45 455141.1
21 Minnesota 6603904 474169 7.18 532512 18386 3.45 1170981.4
22 Louisiana 5345798 420394 7.86 503142 34452 6.85 1149932.2
23 Colorado 5861313 414369 7.07 597840 26869 4.49 1017812.4
24 Oklahoma 3371877 414272 12.29 306310 39419 12.87 852135.9
25 Kentucky 3770913 389521 10.33 245806 41694 16.96 844044.1
26 Maryland 7485941 371705 4.97 727705 28567 3.93 1238229.8
27 Utah 2745234 361756 13.18 208928 24492 11.72 856291.3
28 Iowa 1282323 329726 25.71 45799 15817 34.54 406432.5
29 Washington 4896154 328047 6.70 522508 25906 4.96 642970.8
30 Arkansas 2587306 313348 12.11 230772 28646 12.41 857341.3
31 Kansas 1224232 289828 23.67 76595 18325 23.92 420219.7
32 Nevada 2618806 288739 11.03 191366 16842 8.80 850218.6
33 Mississippi 1681363 287980 17.13 121729 22834 18.76 564945.8
34 Connecticut 6312225 270242 4.28 769241 26610 3.46 1770467.6
35 Nebraska 2254558 197328 8.75 228530 9535 4.17 1165502.8
36 New Mexico 2551232 180761 7.09 296166 11065 3.74 1216709.6
37 Idaho 622353 167483 26.91 31386 7450 23.74 347282.6
38 Oregon 3384703 150464 4.45 340911 11877 3.48 802492.7
39 West Virginia 2091055 127889 6.12 225605 12050 5.34 1170052.0
40 Rhode Island 2780439 121787 4.38 362420 10033 2.77 2624637.9
41 South Dakota 413784 110376 26.67 16263 3196 19.65 467732.8
42 North Dakota 1379342 98643 7.15 52115 1769 3.39 1810012.8
44 Montana 1026815 97539 9.50 106699 5723 5.36 960737.4
45 Delaware 1323091 83239 6.29 138134 8048 5.83 1358738.9
46 New Hampshire 1366416 71017 5.20 155165 8249 5.32 1004931.2
47 Alaska 1584548 56405 3.56 127495 3006 2.36 2166029.4
48 Wyoming 604578 53136 8.79 30710 2074 6.75 1044611.0
49 Maine 1497196 42677 2.85 158776 5631 3.55 1113809.4
50 District of Columbia 1172768 39001 3.33 118031 3496 2.96 1661735.3
51 Hawaii 1039013 27089 2.61 92668 1594 1.72 733832.6
52 Vermont 975016 13862 1.42 121465 2697 2.22 1562553.2

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6125323 564023 945 0.17 9.21 3572 366 48630 27816 4.93
Veneto 4582065 321716 241 0.07 7.02 929 110 24810 9509 2.96
Campania 2679393 243882 966 0.40 9.10 1281 107 69056 4022 1.65
Emilia-Romagna 3449022 237123 1391 0.59 6.88 1972 172 37570 10147 4.28
Piemonte 2320030 233844 438 0.19 10.08 1933 144 12326 9145 3.91
Lazio 3721071 220065 760 0.35 5.91 2090 254 38430 5506 2.50
Sicilia 2134318 146076 332 0.23 6.84 1035 165 34549 3869 2.65
Toscana 2465755 143803 428 0.30 5.83 713 132 12336 4449 3.09
Puglia 1438375 135501 345 0.26 9.42 1345 159 40464 3621 2.67
Liguria 947699 74009 194 0.26 7.81 594 61 5051 3522 4.76
Friuli Venezia Giulia 1247709 72188 40 0.06 5.79 412 63 9759 2705 3.75
Marche 758190 60936 128 0.21 8.04 537 83 8144 2116 3.47
P.A. Bolzano 611273 48784 212 0.44 7.98 258 39 8331 946 1.94
Abruzzo 852876 48299 533 1.12 5.66 537 57 11977 1575 3.26
Umbria 732898 41068 109 0.27 5.60 464 84 8152 911 2.22
Sardegna 703892 40263 56 0.14 5.72 320 25 13945 1072 2.66
Calabria 555254 35564 128 0.36 6.40 195 22 6746 649 1.82
P.A. Trento 569057 30357 26 0.09 5.33 174 27 2683 1179 3.88
Basilicata 229330 14280 29 0.20 6.23 70 6 3435 353 2.47
Molise 150395 9524 41 0.43 6.33 74 11 1566 310 3.25
Valle d’Aosta 73934 7918 9 0.11 10.71 10 2 138 413 5.22

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 291451 774 0.27 6679 19 0.29 2.29 19810.66 453.99 1 in 50
Quebec 277518 728 0.26 10229 15 0.15 3.69 32505.11 1198.10 1 in 31
Alberta 129075 251 0.19 1782 2 0.11 1.38 29247.84 403.79 1 in 34
British Columbia 72750 0 0.00 1288 0 0.00 1.77 14234.24 252.01 1 in 70
Manitoba 30766 0 0.00 871 0 0.00 2.83 22334.39 632.30 1 in 45
Saskatchewan 26550 0 0.00 354 0 0.00 1.33 22468.28 299.58 1 in 45
Nova Scotia 1594 1 0.06 65 0 0.00 4.08 1630.76 66.50 1 in 613
New Brunswick 1401 1 0.07 23 1 4.55 1.64 1796.17 29.49 1 in 557
Newfoundland and Labrador 704 7 1.00 4 0 0.00 0.57 1350.30 7.67 1 in 741
Nunavut 311 0 0.00 1 0 0.00 0.32 NA NA 1 in NA
Prince Edward Island 114 0 0.00 0 0 NaN 0.00 720.80 0.00 1 in 1387
Yukon 72 1 1.41 1 0 0.00 1.39 1752.76 24.34 1 in 571
Northwest Territories 43 0 0.00 0 0 NaN 0.00 957.60 0.00 1 in 1044
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 84640.06 1486.32 1 in 12
India 8159.60 116.37 1 in 123
Brazil 47141.47 1145.59 1 in 21
United Kingdom 61103.19 1770.35 1 in 16
Russia 27961.97 548.17 1 in 36
France 52677.35 1229.65 1 in 19
Spain 66144.15 1402.68 1 in 15
Italy 45126.04 1551.50 1 in 22
Turkey 32101.57 341.07 1 in 31
Germany 28347.34 788.60 1 in 35
Colombia 44804.34 1177.62 1 in 22
Argentina 45833.68 1136.82 1 in 22
Mexico 15448.08 1351.83 1 in 65
Poland 41903.55 1075.09 1 in 24
Iran 18802.65 727.30 1 in 53
South Africa 26320.68 847.92 1 in 38
Ukraine NA NA 1 in NA
Peru 38498.63 1364.00 1 in 26
Indonesia 4636.10 126.39 1 in 216
Czechia 102428.17 1713.62 1 in 10

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1168372 19095 1.63
Maricopa Arizona 499105 8505 1.70
Cook Illinois 466422 9159 1.96
Miami-Dade Florida 394492 5185 1.31
Harris Texas 338274 4760 1.41
Riverside California 285414 3524 1.23
San Bernardino California 282494 2418 0.86
Dallas Texas 274425 3198 1.17
Orange California 256889 3577 1.39
San Diego California 252943 3037 1.20
Tarrant Texas 235964 2625 1.11
Clark Nevada 222670 3650 1.64
Queens New York 195745 8485 4.33
Kings New York 193853 8783 4.53
Bexar Texas 187746 2687 1.43
Broward Florida 185310 2266 1.22
Suffolk New York 154623 2968 1.92
Nassau New York 140107 2824 2.02
Salt Lake Utah 135477 716 0.53
Bronx New York 133111 5657 4.25
El Paso Texas 119774 2250 1.88
Palm Beach Florida 114800 2349 2.05
Philadelphia Pennsylvania 114308 3009 2.63
Orange Florida 109650 1030 0.94
Franklin Ohio 109190 1168 1.07
Middlesex Massachusetts 107996 3320 3.07
Santa Clara California 107619 1668 1.55
Pima Arizona 107058 2075 1.94
Hillsborough Florida 106661 1402 1.31
Milwaukee Wisconsin 105717 1224 1.16
Westchester New York 101816 2027 1.99
Kern California 100434 687 0.68
Wayne Michigan 99515 4084 4.10
Hennepin Minnesota 98398 1569 1.59
New York New York 95177 3755 3.95
Fresno California 93065 1291 1.39
Mecklenburg North Carolina 93048 815 0.88
Cuyahoga Ohio 92902 1634 1.76
Sacramento California 90856 1372 1.51
Marion Indiana 89301 1607 1.80
Gwinnett Georgia 88737 871 0.98
Utah Utah 87844 307 0.35
St. Louis Missouri 86575 1851 2.14
Duval Florida 86283 1044 1.21
Shelby Tennessee 85474 1432 1.68
Fulton Georgia 82063 1054 1.28
King Washington 81541 1311 1.61
Essex Massachusetts 81297 2081 2.56
Collin Texas 79681 681 0.85
Davidson Tennessee 79542 811 1.02
Oklahoma Oklahoma 79008 671 0.85
Alameda California 78714 1121 1.42
Providence Rhode Island 78666 1674 2.13
Fairfield Connecticut 77266 1998 2.59
Ventura California 75742 732 0.97
Suffolk Massachusetts 75637 1651 2.18
DuPage Illinois 74991 1156 1.54
Travis Texas 73538 805 1.09
Allegheny Pennsylvania 73399 1646 2.24
Oakland Michigan 72987 1954 2.68
Bergen New Jersey 72567 2554 3.52
Wake North Carolina 71463 512 0.72
Hamilton Ohio 71123 909 1.28
Prince George’s Maryland 71118 1290 1.81
Hidalgo Texas 70992 2549 3.59
Jefferson Kentucky 70376 760 1.08
Essex New Jersey 69830 2605 3.73
Jefferson Alabama 69599 1298 1.86
Middlesex New Jersey 68901 2028 2.94
Tulsa Oklahoma 68807 651 0.95
New Haven Connecticut 68437 1874 2.74
Hartford Connecticut 67994 2236 3.29
Cobb Georgia 66805 835 1.25
Hudson New Jersey 65389 1947 2.98
San Joaquin California 64969 992 1.53
Fairfax Virginia 63965 829 1.30
Will Illinois 63481 873 1.38
Pinellas Florida 63326 1372 2.17
Worcester Massachusetts 63128 1956 3.10
Douglas Nebraska 62847 603 0.96
Erie New York 61999 1550 2.50
Montgomery Maryland 61744 1381 2.24
Greenville South Carolina 61130 813 1.33
Contra Costa California 60710 622 1.02
Denton Texas 60167 594 0.99
Lake Illinois 58086 905 1.56
Denver Colorado 57845 750 1.30
Macomb Michigan 57496 1930 3.36
Lee Florida 55652 855 1.54
Fort Bend Texas 55272 530 0.96
Ocean New Jersey 54937 1761 3.21
DeKalb Georgia 54603 741 1.36
Polk Florida 54573 1057 1.94
Passaic New Jersey 54552 1643 3.01
Stanislaus California 54325 899 1.65
Union New Jersey 54109 1715 3.17
Bristol Massachusetts 54019 1442 2.67
Richmond New York 53646 1524 2.84
Monmouth New Jersey 53221 1343 2.52
Sedgwick Kansas 52633 635 1.21

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc